Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 655309 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 170.0 MiB |
| Average record size in memory | 272.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 14 |
customer_age is highly overall correlated with date_of_birth_distinct_emails_4w and 1 other fields | High correlation |
velocity_24h is highly overall correlated with velocity_4w and 1 other fields | High correlation |
velocity_4w is highly overall correlated with velocity_24h and 1 other fields | High correlation |
credit_risk_score is highly overall correlated with proposed_credit_limit | High correlation |
proposed_credit_limit is highly overall correlated with credit_risk_score | High correlation |
month is highly overall correlated with velocity_24h and 1 other fields | High correlation |
date_of_birth_distinct_emails_4w is highly overall correlated with customer_age | High correlation |
segmentacion_etaria is highly overall correlated with customer_age | High correlation |
fraud_bool is highly imbalanced (92.6%) | Imbalance |
foreign_request is highly imbalanced (82.9%) | Imbalance |
source is highly imbalanced (95.9%) | Imbalance |
device_distinct_emails_8w is highly imbalanced (86.8%) | Imbalance |
id is uniformly distributed | Uniform |
id has unique values | Unique |
x1 has unique values | Unique |
x2 has unique values | Unique |
bank_branch_count_8w has 14356 (2.2%) zeros | Zeros |
month has 60584 (9.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-01 16:15:10.781818 |
|---|---|
| Analysis finished | 2023-06-01 16:16:41.837621 |
| Duration | 1 minute and 31.06 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 655309 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 500065.35 |
| Minimum | 0 |
|---|---|
| Maximum | 999999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49910.4 |
| Q1 | 250116 |
| median | 500123 |
| Q3 | 749854 |
| 95-th percentile | 949801.6 |
| Maximum | 999999 |
| Range | 999999 |
| Interquartile range (IQR) | 499738 |
Descriptive statistics
| Standard deviation | 288622.61 |
|---|---|
| Coefficient of variation (CV) | 0.57716977 |
| Kurtosis | -1.1998662 |
| Mean | 500065.35 |
| Median Absolute Deviation (MAD) | 249873 |
| Skewness | -0.00080945587 |
| Sum | 3.2769733 × 1011 |
| Variance | 8.3303008 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 149585 | 1 | < 0.1% |
| 377616 | 1 | < 0.1% |
| 438298 | 1 | < 0.1% |
| 484431 | 1 | < 0.1% |
| 664802 | 1 | < 0.1% |
| 318151 | 1 | < 0.1% |
| 492099 | 1 | < 0.1% |
| 27871 | 1 | < 0.1% |
| 893808 | 1 | < 0.1% |
| 504283 | 1 | < 0.1% |
| Other values (655299) | 655299 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 14 | 1 |
| Value | Count | Frequency (%) |
| 999999 | 1 | |
| 999998 | 1 | |
| 999997 | 1 | |
| 999996 | 1 | |
| 999994 | 1 | |
| 999993 | 1 | |
| 999992 | 1 | |
| 999991 | 1 | |
| 999988 | 1 | |
| 999987 | 1 |
fraud_bool
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 0.0 | |
|---|---|
| 1.0 | 5917 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 649392 | |
| 1.0 | 5917 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 649392 | |
| 1.0 | 5917 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1304701 | |
| . | 655309 | |
| 1 | 5917 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1304701 | |
| 1 | 5917 | 0.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1304701 | |
| . | 655309 | |
| 1 | 5917 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1304701 | |
| . | 655309 | |
| 1 | 5917 | 0.3% |
income
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5844864 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.3 |
| median | 0.7 |
| Q3 | 0.8 |
| 95-th percentile | 0.9 |
| Maximum | 0.9 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.28648911 |
|---|---|
| Coefficient of variation (CV) | 0.4901553 |
| Kurtosis | -1.1799478 |
| Mean | 0.5844864 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.49736004 |
| Sum | 383019.2 |
| Variance | 0.08207601 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 160482 | |
| 0.8 | 101452 | |
| 0.1 | 91398 | |
| 0.6 | 72312 | |
| 0.7 | 69766 | |
| 0.4 | 50932 | 7.8% |
| 0.2 | 41631 | 6.4% |
| 0.5 | 35804 | 5.5% |
| 0.3 | 31532 | 4.8% |
| Value | Count | Frequency (%) |
| 0.1 | 91398 | |
| 0.2 | 41631 | 6.4% |
| 0.3 | 31532 | 4.8% |
| 0.4 | 50932 | 7.8% |
| 0.5 | 35804 | 5.5% |
| 0.6 | 72312 | |
| 0.7 | 69766 | |
| 0.8 | 101452 | |
| 0.9 | 160482 |
| Value | Count | Frequency (%) |
| 0.9 | 160482 | |
| 0.8 | 101452 | |
| 0.7 | 69766 | |
| 0.6 | 72312 | |
| 0.5 | 35804 | 5.5% |
| 0.4 | 50932 | 7.8% |
| 0.3 | 31532 | 4.8% |
| 0.2 | 41631 | 6.4% |
| 0.1 | 91398 |
current_address_months_count
Real number (ℝ)
| Distinct | 415 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.12352 |
| Minimum | 0 |
|---|---|
| Maximum | 429 |
| Zeros | 4947 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 29 |
| median | 67 |
| Q3 | 160 |
| 95-th percentile | 306 |
| Maximum | 429 |
| Range | 429 |
| Interquartile range (IQR) | 131 |
Descriptive statistics
| Standard deviation | 94.629252 |
|---|---|
| Coefficient of variation (CV) | 0.92661565 |
| Kurtosis | 0.56170821 |
| Mean | 102.12352 |
| Median Absolute Deviation (MAD) | 53 |
| Skewness | 1.1310549 |
| Sum | 66922462 |
| Variance | 8954.6954 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 8359 | 1.3% |
| 7 | 8221 | 1.3% |
| 8 | 8066 | 1.2% |
| 9 | 7921 | 1.2% |
| 5 | 7819 | 1.2% |
| 4 | 7468 | 1.1% |
| 10 | 7424 | 1.1% |
| 3 | 7091 | 1.1% |
| 11 | 7086 | 1.1% |
| 2 | 6627 | 1.0% |
| Other values (405) | 579227 |
| Value | Count | Frequency (%) |
| 0 | 4947 | |
| 1 | 5707 | |
| 2 | 6627 | |
| 3 | 7091 | |
| 4 | 7468 | |
| 5 | 7819 | |
| 6 | 8359 | |
| 7 | 8221 | |
| 8 | 8066 | |
| 9 | 7921 |
| Value | Count | Frequency (%) |
| 429 | 1 | < 0.1% |
| 423 | 1 | < 0.1% |
| 413 | 2 | |
| 412 | 1 | < 0.1% |
| 411 | 1 | < 0.1% |
| 410 | 2 | |
| 409 | 1 | < 0.1% |
| 408 | 3 | |
| 406 | 1 | < 0.1% |
| 405 | 4 |
customer_age
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.656272 |
| Minimum | 10 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 50 |
| Q3 | 50 |
| 95-th percentile | 60 |
| Maximum | 90 |
| Range | 80 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.803813 |
|---|---|
| Coefficient of variation (CV) | 0.33137418 |
| Kurtosis | -0.65501156 |
| Mean | 41.656272 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.20448935 |
| Sum | 27297730 |
| Variance | 190.54526 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 255249 | |
| 30 | 121374 | |
| 20 | 94398 | 14.4% |
| 40 | 92408 | 14.1% |
| 60 | 67573 | 10.3% |
| 70 | 13262 | 2.0% |
| 10 | 7981 | 1.2% |
| 80 | 2851 | 0.4% |
| 90 | 213 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 7981 | 1.2% |
| 20 | 94398 | 14.4% |
| 30 | 121374 | |
| 40 | 92408 | 14.1% |
| 50 | 255249 | |
| 60 | 67573 | 10.3% |
| 70 | 13262 | 2.0% |
| 80 | 2851 | 0.4% |
| 90 | 213 | < 0.1% |
| Value | Count | Frequency (%) |
| 90 | 213 | < 0.1% |
| 80 | 2851 | 0.4% |
| 70 | 13262 | 2.0% |
| 60 | 67573 | 10.3% |
| 50 | 255249 | |
| 40 | 92408 | 14.1% |
| 30 | 121374 | |
| 20 | 94398 | 14.4% |
| 10 | 7981 | 1.2% |
days_since_request
Real number (ℝ)
| Distinct | 649978 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64836459 |
| Minimum | 3.1127908 × 10-8 |
|---|---|
| Maximum | 76.577505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 3.1127908 × 10-8 |
|---|---|
| 5-th percentile | 0.0014993256 |
| Q1 | 0.0076485128 |
| median | 0.015946506 |
| Q3 | 0.026767428 |
| 95-th percentile | 1.5263983 |
| Maximum | 76.577505 |
| Range | 76.577505 |
| Interquartile range (IQR) | 0.019118915 |
Descriptive statistics
| Standard deviation | 3.7488756 |
|---|---|
| Coefficient of variation (CV) | 5.7820487 |
| Kurtosis | 174.32988 |
| Mean | 0.64836459 |
| Median Absolute Deviation (MAD) | 0.0092164869 |
| Skewness | 11.177248 |
| Sum | 424879.15 |
| Variance | 14.054069 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02779427789 | 3 | < 0.1% |
| 0.01752137533 | 3 | < 0.1% |
| 0.01274189252 | 3 | < 0.1% |
| 0.01743084263 | 3 | < 0.1% |
| 0.01030164521 | 3 | < 0.1% |
| 0.03287823666 | 3 | < 0.1% |
| 0.02882843571 | 3 | < 0.1% |
| 0.01715185264 | 3 | < 0.1% |
| 0.01318010777 | 3 | < 0.1% |
| 0.02032779054 | 3 | < 0.1% |
| Other values (649968) | 655279 |
| Value | Count | Frequency (%) |
| 3.112790756 × 10-8 | 1 | |
| 4.284949667 × 10-8 | 1 | |
| 6.467590399 × 10-8 | 1 | |
| 8.972571815 × 10-8 | 1 | |
| 1.936133843 × 10-7 | 1 | |
| 2.340225221 × 10-7 | 1 | |
| 2.459462076 × 10-7 | 1 | |
| 2.756645081 × 10-7 | 1 | |
| 4.231948539 × 10-7 | 1 | |
| 4.712836535 × 10-7 | 1 |
| Value | Count | Frequency (%) |
| 76.57750471 | 1 | |
| 76.44178416 | 1 | |
| 75.77016058 | 1 | |
| 75.45246817 | 1 | |
| 75.38991741 | 1 | |
| 75.35012786 | 1 | |
| 75.21939776 | 1 | |
| 75.18252938 | 1 | |
| 75.1514815 | 1 | |
| 75.09746385 | 1 |
payment_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| AB | |
|---|---|
| AA | |
| AD | |
| AC | 14589 |
| AE | 188 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1310618 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AA |
|---|---|
| 2nd row | AB |
| 3rd row | AB |
| 4th row | AA |
| 5th row | AA |
Common Values
| Value | Count | Frequency (%) |
| AB | 338623 | |
| AA | 213822 | |
| AD | 88087 | 13.4% |
| AC | 14589 | 2.2% |
| AE | 188 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ab | 338623 | |
| aa | 213822 | |
| ad | 88087 | 13.4% |
| ac | 14589 | 2.2% |
| ae | 188 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 869131 | |
| B | 338623 | 25.8% |
| D | 88087 | 6.7% |
| C | 14589 | 1.1% |
| E | 188 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1310618 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 869131 | |
| B | 338623 | 25.8% |
| D | 88087 | 6.7% |
| C | 14589 | 1.1% |
| E | 188 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1310618 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 869131 | |
| B | 338623 | 25.8% |
| D | 88087 | 6.7% |
| C | 14589 | 1.1% |
| E | 188 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1310618 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 869131 | |
| B | 338623 | 25.8% |
| D | 88087 | 6.7% |
| C | 14589 | 1.1% |
| E | 188 | < 0.1% |
zip_count_4w
Real number (ℝ)
| Distinct | 6180 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1525.6851 |
| Minimum | 1 |
|---|---|
| Maximum | 6650 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 506 |
| Q1 | 894 |
| median | 1207 |
| Q3 | 1837 |
| 95-th percentile | 3601 |
| Maximum | 6650 |
| Range | 6649 |
| Interquartile range (IQR) | 943 |
Descriptive statistics
| Standard deviation | 974.96672 |
|---|---|
| Coefficient of variation (CV) | 0.63903536 |
| Kurtosis | 2.5327484 |
| Mean | 1525.6851 |
| Median Absolute Deviation (MAD) | 404 |
| Skewness | 1.5808295 |
| Sum | 9.9979517 × 108 |
| Variance | 950560.11 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1062 | 605 | 0.1% |
| 1023 | 601 | 0.1% |
| 1021 | 601 | 0.1% |
| 1014 | 601 | 0.1% |
| 1054 | 597 | 0.1% |
| 924 | 596 | 0.1% |
| 1000 | 591 | 0.1% |
| 1033 | 589 | 0.1% |
| 1048 | 585 | 0.1% |
| 1009 | 584 | 0.1% |
| Other values (6170) | 649359 |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 2 | 5 | |
| 3 | 3 | |
| 4 | 1 | < 0.1% |
| 5 | 4 | |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 5 |
| Value | Count | Frequency (%) |
| 6650 | 1 | |
| 6593 | 1 | |
| 6557 | 1 | |
| 6553 | 1 | |
| 6526 | 2 | |
| 6513 | 1 | |
| 6506 | 1 | |
| 6501 | 1 | |
| 6442 | 1 | |
| 6435 | 1 |
velocity_6h
Real number (ℝ)
| Distinct | 654701 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5522.1329 |
| Minimum | -174.10969 |
|---|---|
| Maximum | 16754.959 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 37 |
| Negative (%) | < 0.1% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | -174.10969 |
|---|---|
| 5-th percentile | 1179.1008 |
| Q1 | 3312.516 |
| median | 5186.6271 |
| Q3 | 7515.9797 |
| 95-th percentile | 11075.32 |
| Maximum | 16754.959 |
| Range | 16929.069 |
| Interquartile range (IQR) | 4203.4637 |
Descriptive statistics
| Standard deviation | 3002.3261 |
|---|---|
| Coefficient of variation (CV) | 0.54368958 |
| Kurtosis | 0.04996197 |
| Mean | 5522.1329 |
| Median Absolute Deviation (MAD) | 2077.4695 |
| Skewness | 0.578512 |
| Sum | 3.6187034 × 109 |
| Variance | 9013962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5869.79409 | 3 | < 0.1% |
| 9452.454217 | 2 | < 0.1% |
| 3461.012226 | 2 | < 0.1% |
| 5521.13977 | 2 | < 0.1% |
| 6617.097227 | 2 | < 0.1% |
| 5125.394232 | 2 | < 0.1% |
| 4591.141526 | 2 | < 0.1% |
| 5704.343728 | 2 | < 0.1% |
| 2739.77735 | 2 | < 0.1% |
| 5559.489189 | 2 | < 0.1% |
| Other values (654691) | 655288 |
| Value | Count | Frequency (%) |
| -174.1096908 | 1 | |
| -155.4307304 | 1 | |
| -130.456928 | 1 | |
| -113.0468992 | 1 | |
| -110.7034762 | 1 | |
| -106.9782971 | 1 | |
| -96.51829979 | 1 | |
| -84.13861148 | 1 | |
| -77.95925234 | 1 | |
| -75.12062215 | 1 |
| Value | Count | Frequency (%) |
| 16754.95902 | 1 | |
| 16754.20092 | 1 | |
| 16701.86995 | 1 | |
| 16573.28576 | 1 | |
| 16517.25703 | 1 | |
| 16515.61382 | 1 | |
| 16490.82418 | 1 | |
| 16472.27084 | 1 | |
| 16458.71349 | 1 | |
| 16455.16045 | 1 |
velocity_24h
Real number (ℝ)
| Distinct | 654885 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4681.3728 |
| Minimum | 1322.3252 |
|---|---|
| Maximum | 9511.5441 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 1322.3252 |
|---|---|
| 5-th percentile | 2553.8804 |
| Q1 | 3498.6928 |
| median | 4643.0277 |
| Q3 | 5631.8026 |
| 95-th percentile | 7330.8154 |
| Maximum | 9511.5441 |
| Range | 8189.2189 |
| Interquartile range (IQR) | 2133.1098 |
Descriptive statistics
| Standard deviation | 1475.9684 |
|---|---|
| Coefficient of variation (CV) | 0.31528539 |
| Kurtosis | -0.25714099 |
| Mean | 4681.3728 |
| Median Absolute Deviation (MAD) | 1072.6331 |
| Skewness | 0.42768422 |
| Sum | 3.0677457 × 109 |
| Variance | 2178482.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5083.929288 | 3 | < 0.1% |
| 5027.707936 | 2 | < 0.1% |
| 4392.403126 | 2 | < 0.1% |
| 4579.845119 | 2 | < 0.1% |
| 2744.179591 | 2 | < 0.1% |
| 4680.467174 | 2 | < 0.1% |
| 4536.599507 | 2 | < 0.1% |
| 3454.284936 | 2 | < 0.1% |
| 4175.190245 | 2 | < 0.1% |
| 5221.650602 | 2 | < 0.1% |
| Other values (654875) | 655288 |
| Value | Count | Frequency (%) |
| 1322.325176 | 1 | |
| 1326.681151 | 1 | |
| 1346.622214 | 1 | |
| 1366.255299 | 1 | |
| 1375.367356 | 1 | |
| 1375.998099 | 1 | |
| 1380.047025 | 1 | |
| 1394.837472 | 1 | |
| 1401.913143 | 1 | |
| 1405.763718 | 1 |
| Value | Count | Frequency (%) |
| 9511.544062 | 1 | |
| 9505.181514 | 1 | |
| 9474.913485 | 1 | |
| 9472.491584 | 1 | |
| 9453.246771 | 1 | |
| 9449.585484 | 1 | |
| 9447.698906 | 1 | |
| 9446.485797 | 1 | |
| 9439.197009 | 1 | |
| 9435.635329 | 1 |
velocity_4w
Real number (ℝ)
| Distinct | 654540 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4746.2979 |
| Minimum | 2870.5916 |
|---|---|
| Maximum | 7019.201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 2870.5916 |
|---|---|
| 5-th percentile | 3116.549 |
| Q1 | 4239.9849 |
| median | 4808.447 |
| Q3 | 5335.051 |
| 95-th percentile | 6362.124 |
| Maximum | 7019.201 |
| Range | 4148.6094 |
| Interquartile range (IQR) | 1095.0661 |
Descriptive statistics
| Standard deviation | 884.09839 |
|---|---|
| Coefficient of variation (CV) | 0.18627116 |
| Kurtosis | -0.26460705 |
| Mean | 4746.2979 |
| Median Absolute Deviation (MAD) | 555.58223 |
| Skewness | 0.046026068 |
| Sum | 3.1102917 × 109 |
| Variance | 781629.96 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3480.307357 | 3 | < 0.1% |
| 4358.685619 | 3 | < 0.1% |
| 3135.31079 | 2 | < 0.1% |
| 4966.784353 | 2 | < 0.1% |
| 4348.069414 | 2 | < 0.1% |
| 4843.60264 | 2 | < 0.1% |
| 4822.915805 | 2 | < 0.1% |
| 4943.825256 | 2 | < 0.1% |
| 5470.681186 | 2 | < 0.1% |
| 5194.720472 | 2 | < 0.1% |
| Other values (654530) | 655287 |
| Value | Count | Frequency (%) |
| 2870.591613 | 1 | |
| 2896.415063 | 1 | |
| 2918.632222 | 1 | |
| 2919.806878 | 1 | |
| 2920.415951 | 1 | |
| 2921.590392 | 1 | |
| 2922.163499 | 1 | |
| 2926.560489 | 1 | |
| 2928.591401 | 1 | |
| 2933.821361 | 1 |
| Value | Count | Frequency (%) |
| 7019.20103 | 1 | |
| 6977.711782 | 1 | |
| 6970.521948 | 1 | |
| 6961.908358 | 1 | |
| 6955.383287 | 1 | |
| 6942.150889 | 1 | |
| 6941.960129 | 1 | |
| 6940.29743 | 1 | |
| 6938.88494 | 1 | |
| 6938.768203 | 1 |
bank_branch_count_8w
Real number (ℝ)
| Distinct | 2317 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 263.60399 |
| Minimum | 0 |
|---|---|
| Maximum | 2377 |
| Zeros | 14356 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 14 |
| Q3 | 99 |
| 95-th percentile | 1659 |
| Maximum | 2377 |
| Range | 2377 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 526.90827 |
|---|---|
| Coefficient of variation (CV) | 1.998863 |
| Kurtosis | 3.2446548 |
| Mean | 263.60399 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 2.108835 |
| Sum | 1.7274207 × 108 |
| Variance | 277632.32 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 49909 | 7.6% |
| 2 | 40709 | 6.2% |
| 11 | 25215 | 3.8% |
| 12 | 25041 | 3.8% |
| 10 | 24684 | 3.8% |
| 13 | 23834 | 3.6% |
| 9 | 22944 | 3.5% |
| 14 | 21637 | 3.3% |
| 8 | 20653 | 3.2% |
| 15 | 18619 | 2.8% |
| Other values (2307) | 382064 |
| Value | Count | Frequency (%) |
| 0 | 14356 | 2.2% |
| 1 | 49909 | |
| 2 | 40709 | |
| 3 | 13121 | 2.0% |
| 4 | 10590 | 1.6% |
| 5 | 12714 | 1.9% |
| 6 | 15431 | 2.4% |
| 7 | 18100 | 2.8% |
| 8 | 20653 | |
| 9 | 22944 |
| Value | Count | Frequency (%) |
| 2377 | 1 | |
| 2360 | 1 | |
| 2357 | 1 | |
| 2355 | 2 | |
| 2348 | 1 | |
| 2347 | 1 | |
| 2346 | 1 | |
| 2345 | 1 | |
| 2342 | 1 | |
| 2339 | 1 |
employment_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| CA | |
|---|---|
| CB | |
| CC | |
| CF | 27978 |
| CD | 15049 |
| Other values (2) | 13483 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1310618 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CF |
|---|---|
| 2nd row | CC |
| 3rd row | CA |
| 4th row | CC |
| 5th row | CA |
Common Values
| Value | Count | Frequency (%) |
| CA | 445892 | |
| CB | 95464 | 14.6% |
| CC | 57443 | 8.8% |
| CF | 27978 | 4.3% |
| CD | 15049 | 2.3% |
| CE | 13132 | 2.0% |
| CG | 351 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ca | 445892 | |
| cb | 95464 | 14.6% |
| cc | 57443 | 8.8% |
| cf | 27978 | 4.3% |
| cd | 15049 | 2.3% |
| ce | 13132 | 2.0% |
| cg | 351 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 712752 | |
| A | 445892 | |
| B | 95464 | 7.3% |
| F | 27978 | 2.1% |
| D | 15049 | 1.1% |
| E | 13132 | 1.0% |
| G | 351 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1310618 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 712752 | |
| A | 445892 | |
| B | 95464 | 7.3% |
| F | 27978 | 2.1% |
| D | 15049 | 1.1% |
| E | 13132 | 1.0% |
| G | 351 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1310618 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 712752 | |
| A | 445892 | |
| B | 95464 | 7.3% |
| F | 27978 | 2.1% |
| D | 15049 | 1.1% |
| E | 13132 | 1.0% |
| G | 351 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1310618 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 712752 | |
| A | 445892 | |
| B | 95464 | 7.3% |
| F | 27978 | 2.1% |
| D | 15049 | 1.1% |
| E | 13132 | 1.0% |
| G | 351 | < 0.1% |
credit_risk_score
Real number (ℝ)
| Distinct | 537 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.27306 |
| Minimum | -164 |
|---|---|
| Maximum | 387 |
| Zeros | 292 |
| Zeros (%) | < 0.1% |
| Negative | 8321 |
| Negative (%) | 1.3% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | -164 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 89 |
| median | 130 |
| Q3 | 189 |
| 95-th percentile | 267 |
| Maximum | 387 |
| Range | 551 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 72.161074 |
|---|---|
| Coefficient of variation (CV) | 0.51812657 |
| Kurtosis | -0.068336635 |
| Mean | 139.27306 |
| Median Absolute Deviation (MAD) | 49 |
| Skewness | 0.26229859 |
| Sum | 91266891 |
| Variance | 5207.2207 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 110 | 4267 | 0.7% |
| 108 | 4266 | 0.7% |
| 115 | 4256 | 0.6% |
| 113 | 4237 | 0.6% |
| 116 | 4224 | 0.6% |
| 112 | 4214 | 0.6% |
| 109 | 4156 | 0.6% |
| 106 | 4145 | 0.6% |
| 119 | 4131 | 0.6% |
| 107 | 4131 | 0.6% |
| Other values (527) | 613282 |
| Value | Count | Frequency (%) |
| -164 | 2 | < 0.1% |
| -160 | 1 | < 0.1% |
| -157 | 2 | < 0.1% |
| -154 | 1 | < 0.1% |
| -152 | 1 | < 0.1% |
| -150 | 5 | |
| -147 | 1 | < 0.1% |
| -146 | 2 | < 0.1% |
| -145 | 2 | < 0.1% |
| -144 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 387 | 3 | |
| 386 | 3 | |
| 383 | 2 | < 0.1% |
| 382 | 1 | < 0.1% |
| 380 | 3 | |
| 378 | 2 | < 0.1% |
| 377 | 7 | |
| 376 | 5 | |
| 375 | 3 | |
| 374 | 6 |
housing_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| BC | |
|---|---|
| BB | |
| BA | |
| BE | |
| BD | 17142 |
| Other values (2) | 1373 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1310618 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BA |
|---|---|
| 2nd row | BA |
| 3rd row | BE |
| 4th row | BB |
| 5th row | BA |
Common Values
| Value | Count | Frequency (%) |
| BC | 222464 | |
| BB | 188049 | |
| BA | 141020 | |
| BE | 85261 | 13.0% |
| BD | 17142 | 2.6% |
| BF | 1170 | 0.2% |
| BG | 203 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bc | 222464 | |
| bb | 188049 | |
| ba | 141020 | |
| be | 85261 | 13.0% |
| bd | 17142 | 2.6% |
| bf | 1170 | 0.2% |
| bg | 203 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 843358 | |
| C | 222464 | 17.0% |
| A | 141020 | 10.8% |
| E | 85261 | 6.5% |
| D | 17142 | 1.3% |
| F | 1170 | 0.1% |
| G | 203 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1310618 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 843358 | |
| C | 222464 | 17.0% |
| A | 141020 | 10.8% |
| E | 85261 | 6.5% |
| D | 17142 | 1.3% |
| F | 1170 | 0.1% |
| G | 203 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1310618 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 843358 | |
| C | 222464 | 17.0% |
| A | 141020 | 10.8% |
| E | 85261 | 6.5% |
| D | 17142 | 1.3% |
| F | 1170 | 0.1% |
| G | 203 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1310618 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 843358 | |
| C | 222464 | 17.0% |
| A | 141020 | 10.8% |
| E | 85261 | 6.5% |
| D | 17142 | 1.3% |
| F | 1170 | 0.1% |
| G | 203 | < 0.1% |
bank_months_count
Real number (ℝ)
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.130474 |
| Minimum | 1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 15 |
| Q3 | 28 |
| 95-th percentile | 31 |
| Maximum | 32 |
| Range | 31 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 11.446715 |
|---|---|
| Coefficient of variation (CV) | 0.75653377 |
| Kurtosis | -1.6079392 |
| Mean | 15.130474 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.018832125 |
| Sum | 9915136 |
| Variance | 131.02728 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 156649 | |
| 28 | 70611 | |
| 15 | 52374 | 8.0% |
| 30 | 49089 | 7.5% |
| 31 | 41224 | 6.3% |
| 10 | 38382 | 5.9% |
| 25 | 36953 | 5.6% |
| 5 | 27821 | 4.2% |
| 20 | 27015 | 4.1% |
| 21 | 23558 | 3.6% |
| Other values (22) | 131633 |
| Value | Count | Frequency (%) |
| 1 | 156649 | |
| 2 | 23215 | 3.5% |
| 3 | 6996 | 1.1% |
| 4 | 3960 | 0.6% |
| 5 | 27821 | 4.2% |
| 6 | 16103 | 2.5% |
| 7 | 689 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 5282 | 0.8% |
| 10 | 38382 | 5.9% |
| Value | Count | Frequency (%) |
| 32 | 18 | < 0.1% |
| 31 | 41224 | |
| 30 | 49089 | |
| 29 | 8508 | 1.3% |
| 28 | 70611 | |
| 27 | 3947 | 0.6% |
| 26 | 21612 | 3.3% |
| 25 | 36953 | |
| 24 | 1593 | 0.2% |
| 23 | 222 | < 0.1% |
has_other_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 482357 | |
| 1.0 | 172952 | 26.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 482357 | |
| 1.0 | 172952 | 26.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1137666 | |
| . | 655309 | |
| 1 | 172952 | 8.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1137666 | |
| 1 | 172952 | 13.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1137666 | |
| . | 655309 | |
| 1 | 172952 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1137666 | |
| . | 655309 | |
| 1 | 172952 | 8.8% |
proposed_credit_limit
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 561.30841 |
| Minimum | 200 |
|---|---|
| Maximum | 2000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 200 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 200 |
| median | 200 |
| Q3 | 1000 |
| 95-th percentile | 1500 |
| Maximum | 2000 |
| Range | 1800 |
| Interquartile range (IQR) | 800 |
Descriptive statistics
| Standard deviation | 511.46581 |
|---|---|
| Coefficient of variation (CV) | 0.91120283 |
| Kurtosis | -0.38423456 |
| Mean | 561.30841 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0957626 |
| Sum | 3.6783045 × 108 |
| Variance | 261597.27 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 200 | 372802 | |
| 1500 | 114766 | 17.5% |
| 500 | 95939 | 14.6% |
| 1000 | 56746 | 8.7% |
| 510 | 5358 | 0.8% |
| 2000 | 4402 | 0.7% |
| 990 | 4144 | 0.6% |
| 490 | 491 | 0.1% |
| 210 | 432 | 0.1% |
| 1900 | 229 | < 0.1% |
| Value | Count | Frequency (%) |
| 200 | 372802 | |
| 210 | 432 | 0.1% |
| 490 | 491 | 0.1% |
| 500 | 95939 | 14.6% |
| 510 | 5358 | 0.8% |
| 990 | 4144 | 0.6% |
| 1000 | 56746 | 8.7% |
| 1500 | 114766 | 17.5% |
| 1900 | 229 | < 0.1% |
| 2000 | 4402 | 0.7% |
| Value | Count | Frequency (%) |
| 2000 | 4402 | 0.7% |
| 1900 | 229 | < 0.1% |
| 1500 | 114766 | 17.5% |
| 1000 | 56746 | 8.7% |
| 990 | 4144 | 0.6% |
| 510 | 5358 | 0.8% |
| 500 | 95939 | 14.6% |
| 490 | 491 | 0.1% |
| 210 | 432 | 0.1% |
| 200 | 372802 |
foreign_request
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 0.0 | |
|---|---|
| 1.0 | 16730 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 638579 | |
| 1.0 | 16730 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 638579 | |
| 1.0 | 16730 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1293888 | |
| . | 655309 | |
| 1 | 16730 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1293888 | |
| 1 | 16730 | 1.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1293888 | |
| . | 655309 | |
| 1 | 16730 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1293888 | |
| . | 655309 | |
| 1 | 16730 | 0.9% |
source
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| INTERNET | |
|---|---|
| TELEAPP | 2889 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.9955914 |
| Min length | 7 |
Characters and Unicode
| Total characters | 5239583 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INTERNET |
|---|---|
| 2nd row | INTERNET |
| 3rd row | INTERNET |
| 4th row | INTERNET |
| 5th row | INTERNET |
Common Values
| Value | Count | Frequency (%) |
| INTERNET | 652420 | |
| TELEAPP | 2889 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| internet | 652420 | |
| teleapp | 2889 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1310618 | |
| T | 1307729 | |
| N | 1304840 | |
| I | 652420 | |
| R | 652420 | |
| P | 5778 | 0.1% |
| L | 2889 | 0.1% |
| A | 2889 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 5239583 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 1310618 | |
| T | 1307729 | |
| N | 1304840 | |
| I | 652420 | |
| R | 652420 | |
| P | 5778 | 0.1% |
| L | 2889 | 0.1% |
| A | 2889 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5239583 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 1310618 | |
| T | 1307729 | |
| N | 1304840 | |
| I | 652420 | |
| R | 652420 | |
| P | 5778 | 0.1% |
| L | 2889 | 0.1% |
| A | 2889 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5239583 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 1310618 | |
| T | 1307729 | |
| N | 1304840 | |
| I | 652420 | |
| R | 652420 | |
| P | 5778 | 0.1% |
| L | 2889 | 0.1% |
| A | 2889 | 0.1% |
session_length_in_minutes
Real number (ℝ)
| Distinct | 653336 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7447408 |
| Minimum | -1 |
|---|---|
| Maximum | 82.308687 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 693 |
| Negative (%) | 0.1% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1.2871378 |
| Q1 | 3.1776163 |
| median | 5.1950285 |
| Q3 | 9.3328318 |
| 95-th percentile | 21.706213 |
| Maximum | 82.308687 |
| Range | 83.308687 |
| Interquartile range (IQR) | 6.1552155 |
Descriptive statistics
| Standard deviation | 8.0835956 |
|---|---|
| Coefficient of variation (CV) | 1.0437529 |
| Kurtosis | 14.169298 |
| Mean | 7.7447408 |
| Median Absolute Deviation (MAD) | 2.658938 |
| Skewness | 3.1868406 |
| Sum | 5075198.3 |
| Variance | 65.344519 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 693 | 0.1% |
| 8.993731516 | 3 | < 0.1% |
| 4.455781343 | 3 | < 0.1% |
| 4.706080005 | 3 | < 0.1% |
| 4.515706471 | 2 | < 0.1% |
| 4.532371545 | 2 | < 0.1% |
| 2.402312558 | 2 | < 0.1% |
| 4.744296215 | 2 | < 0.1% |
| 4.82211935 | 2 | < 0.1% |
| 13.5890956 | 2 | < 0.1% |
| Other values (653326) | 654595 |
| Value | Count | Frequency (%) |
| -1 | 693 | |
| 4.088611726 × 10-5 | 1 | < 0.1% |
| 0.001224497171 | 1 | < 0.1% |
| 0.001894059749 | 1 | < 0.1% |
| 0.003472779563 | 1 | < 0.1% |
| 0.004286417425 | 1 | < 0.1% |
| 0.006187519682 | 1 | < 0.1% |
| 0.007119304742 | 1 | < 0.1% |
| 0.007424412727 | 1 | < 0.1% |
| 0.008876160022 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 82.30868693 | 1 | |
| 81.95029589 | 1 | |
| 81.83908038 | 1 | |
| 81.70899171 | 1 | |
| 81.19897617 | 1 | |
| 80.82914753 | 1 | |
| 80.64418021 | 1 | |
| 80.23491256 | 1 | |
| 80.09767418 | 1 | |
| 79.42067157 | 1 |
device_os
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| linux | |
|---|---|
| windows | |
| other | |
| macintosh | |
| x11 | 5702 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.8144372 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3810253 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | linux |
|---|---|
| 2nd row | linux |
| 3rd row | windows |
| 4th row | linux |
| 5th row | linux |
Common Values
| Value | Count | Frequency (%) |
| linux | 216598 | |
| windows | 204072 | |
| other | 194695 | |
| macintosh | 34242 | 5.2% |
| x11 | 5702 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| linux | 216598 | |
| windows | 204072 | |
| other | 194695 | |
| macintosh | 34242 | 5.2% |
| x11 | 5702 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 454912 | |
| n | 454912 | |
| o | 433009 | |
| w | 408144 | |
| s | 238314 | 6.3% |
| h | 228937 | 6.0% |
| t | 228937 | 6.0% |
| x | 222300 | 5.8% |
| l | 216598 | 5.7% |
| u | 216598 | 5.7% |
| Other values (7) | 707592 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3798849 | |
| Decimal Number | 11404 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 454912 | |
| n | 454912 | |
| o | 433009 | |
| w | 408144 | |
| s | 238314 | 6.3% |
| h | 228937 | 6.0% |
| t | 228937 | 6.0% |
| x | 222300 | 5.9% |
| l | 216598 | 5.7% |
| u | 216598 | 5.7% |
| Other values (6) | 696188 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 11404 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3798849 | |
| Common | 11404 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 454912 | |
| n | 454912 | |
| o | 433009 | |
| w | 408144 | |
| s | 238314 | 6.3% |
| h | 228937 | 6.0% |
| t | 228937 | 6.0% |
| x | 222300 | 5.9% |
| l | 216598 | 5.7% |
| u | 216598 | 5.7% |
| Other values (6) | 696188 |
Common
| Value | Count | Frequency (%) |
| 1 | 11404 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3810253 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 454912 | |
| n | 454912 | |
| o | 433009 | |
| w | 408144 | |
| s | 238314 | 6.3% |
| h | 228937 | 6.0% |
| t | 228937 | 6.0% |
| x | 222300 | 5.8% |
| l | 216598 | 5.7% |
| u | 216598 | 5.7% |
| Other values (7) | 707592 |
keep_alive_session
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 366601 | |
| 0.0 | 288708 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 366601 | |
| 0.0 | 288708 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 944017 | |
| . | 655309 | |
| 1 | 366601 | 18.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 944017 | |
| 1 | 366601 | 28.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 944017 | |
| . | 655309 | |
| 1 | 366601 | 18.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 944017 | |
| . | 655309 | |
| 1 | 366601 | 18.6% |
month
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6376839 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 60584 |
| Zeros (%) | 9.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1424495 |
|---|---|
| Coefficient of variation (CV) | 0.58895978 |
| Kurtosis | -1.0963959 |
| Mean | 3.6376839 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.086185367 |
| Sum | 2383807 |
| Variance | 4.5900899 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 101764 | |
| 5 | 100401 | |
| 6 | 90334 | |
| 2 | 86962 | |
| 4 | 80458 | |
| 1 | 67482 | |
| 7 | 67324 | |
| 0 | 60584 |
| Value | Count | Frequency (%) |
| 0 | 60584 | |
| 1 | 67482 | |
| 2 | 86962 | |
| 3 | 101764 | |
| 4 | 80458 | |
| 5 | 100401 | |
| 6 | 90334 | |
| 7 | 67324 |
| Value | Count | Frequency (%) |
| 7 | 67324 | |
| 6 | 90334 | |
| 5 | 100401 | |
| 4 | 80458 | |
| 3 | 101764 | |
| 2 | 86962 | |
| 1 | 67482 | |
| 0 | 60584 |
x1
Real number (ℝ)
| Distinct | 655309 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01072629 |
| Minimum | -4.9778644 |
|---|---|
| Maximum | 5.9384928 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 326592 |
| Negative (%) | 49.8% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | -4.9778644 |
|---|---|
| 5-th percentile | -1.6381489 |
| Q1 | -0.66932602 |
| median | 0.0041363717 |
| Q3 | 0.68332727 |
| 95-th percentile | 1.6757838 |
| Maximum | 5.9384928 |
| Range | 10.916357 |
| Interquartile range (IQR) | 1.3526533 |
Descriptive statistics
| Standard deviation | 1.0104988 |
|---|---|
| Coefficient of variation (CV) | 94.207669 |
| Kurtosis | 0.12276264 |
| Mean | 0.01072629 |
| Median Absolute Deviation (MAD) | 0.67632183 |
| Skewness | 0.0528772 |
| Sum | 7029.0342 |
| Variance | 1.0211078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.009335806623 | 1 | < 0.1% |
| -0.8088673762 | 1 | < 0.1% |
| 0.8148363761 | 1 | < 0.1% |
| 1.708443345 | 1 | < 0.1% |
| 0.8614519241 | 1 | < 0.1% |
| 0.4025103591 | 1 | < 0.1% |
| -0.7386674103 | 1 | < 0.1% |
| 0.2069842686 | 1 | < 0.1% |
| -0.00443711277 | 1 | < 0.1% |
| 0.5441622779 | 1 | < 0.1% |
| Other values (655299) | 655299 |
| Value | Count | Frequency (%) |
| -4.977864446 | 1 | |
| -4.913331616 | 1 | |
| -4.852117653 | 1 | |
| -4.659952967 | 1 | |
| -4.602974619 | 1 | |
| -4.446632241 | 1 | |
| -4.371314395 | 1 | |
| -4.365340579 | 1 | |
| -4.233164797 | 1 | |
| -4.215015696 | 1 |
| Value | Count | Frequency (%) |
| 5.938492819 | 1 | |
| 5.647253063 | 1 | |
| 5.518075554 | 1 | |
| 5.497664426 | 1 | |
| 5.481411648 | 1 | |
| 5.35703142 | 1 | |
| 5.335605496 | 1 | |
| 5.187241498 | 1 | |
| 5.112475868 | 1 | |
| 5.031137736 | 1 |
x2
Real number (ℝ)
| Distinct | 655309 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0088502104 |
| Minimum | -4.7833695 |
|---|---|
| Maximum | 5.1129779 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 326378 |
| Negative (%) | 49.8% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | -4.7833695 |
|---|---|
| 5-th percentile | -1.6396113 |
| Q1 | -0.67100547 |
| median | 0.0048348539 |
| Q3 | 0.68131509 |
| 95-th percentile | 1.6724096 |
| Maximum | 5.1129779 |
| Range | 9.8963474 |
| Interquartile range (IQR) | 1.3523206 |
Descriptive statistics
| Standard deviation | 1.0090708 |
|---|---|
| Coefficient of variation (CV) | 114.01659 |
| Kurtosis | 0.11578228 |
| Mean | 0.0088502104 |
| Median Absolute Deviation (MAD) | 0.67618021 |
| Skewness | 0.050105686 |
| Sum | 5799.6225 |
| Variance | 1.0182239 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -2.096682187 | 1 | < 0.1% |
| -0.2377910703 | 1 | < 0.1% |
| 1.430172894 | 1 | < 0.1% |
| -0.8312503954 | 1 | < 0.1% |
| -0.308934278 | 1 | < 0.1% |
| 1.142870945 | 1 | < 0.1% |
| -0.4006949142 | 1 | < 0.1% |
| 1.753921762 | 1 | < 0.1% |
| 2.169011833 | 1 | < 0.1% |
| 0.7014442829 | 1 | < 0.1% |
| Other values (655299) | 655299 |
| Value | Count | Frequency (%) |
| -4.783369547 | 1 | |
| -4.618998589 | 1 | |
| -4.433939506 | 1 | |
| -4.426691766 | 1 | |
| -4.3132024 | 1 | |
| -4.302575372 | 1 | |
| -4.28748851 | 1 | |
| -4.257022333 | 1 | |
| -4.252600076 | 1 | |
| -4.219491273 | 1 |
| Value | Count | Frequency (%) |
| 5.1129779 | 1 | |
| 5.086379754 | 1 | |
| 5.040554019 | 1 | |
| 4.996511552 | 1 | |
| 4.971527753 | 1 | |
| 4.92081972 | 1 | |
| 4.911469175 | 1 | |
| 4.846981941 | 1 | |
| 4.832154593 | 1 | |
| 4.783761934 | 1 |
name_email_similarity
Real number (ℝ)
| Distinct | 654736 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48546237 |
| Minimum | 6.1167532 × 10-6 |
|---|---|
| Maximum | 0.99999996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 6.1167532 × 10-6 |
|---|---|
| 5-th percentile | 0.063314363 |
| Q1 | 0.2002637 |
| median | 0.49153936 |
| Q3 | 0.75763414 |
| 95-th percentile | 0.91615415 |
| Maximum | 0.99999996 |
| Range | 0.99999385 |
| Interquartile range (IQR) | 0.55737044 |
Descriptive statistics
| Standard deviation | 0.2959337 |
|---|---|
| Coefficient of variation (CV) | 0.60959142 |
| Kurtosis | -1.3541708 |
| Mean | 0.48546237 |
| Median Absolute Deviation (MAD) | 0.27941391 |
| Skewness | 0.054188053 |
| Sum | 318127.86 |
| Variance | 0.087576754 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4822098433 | 2 | < 0.1% |
| 0.7354668168 | 2 | < 0.1% |
| 0.8601710888 | 2 | < 0.1% |
| 0.3553535496 | 2 | < 0.1% |
| 0.9974528931 | 2 | < 0.1% |
| 0.07995081326 | 2 | < 0.1% |
| 0.1001204684 | 2 | < 0.1% |
| 0.9932400897 | 2 | < 0.1% |
| 0.1254527001 | 2 | < 0.1% |
| 0.8867180445 | 2 | < 0.1% |
| Other values (654726) | 655289 |
| Value | Count | Frequency (%) |
| 6.11675322 × 10-6 | 1 | |
| 8.85821685 × 10-6 | 1 | |
| 1.887405922 × 10-5 | 1 | |
| 2.022443363 × 10-5 | 1 | |
| 2.116087418 × 10-5 | 1 | |
| 2.539521405 × 10-5 | 1 | |
| 3.198422688 × 10-5 | 1 | |
| 4.252257594 × 10-5 | 1 | |
| 5.490666288 × 10-5 | 1 | |
| 5.587703243 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.9999999633 | 1 | |
| 0.9999998641 | 1 | |
| 0.9999996731 | 1 | |
| 0.9999990265 | 1 | |
| 0.9999984639 | 1 | |
| 0.9999982377 | 1 | |
| 0.9999981359 | 1 | |
| 0.9999977445 | 1 | |
| 0.9999976263 | 1 | |
| 0.9999974194 | 1 |
date_of_birth_distinct_emails_4w
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7566781 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 2178 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 17 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.8582247 |
|---|---|
| Coefficient of variation (CV) | 0.626328 |
| Kurtosis | 0.90328988 |
| Mean | 7.7566781 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0093543 |
| Sum | 5083021 |
| Variance | 23.602347 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 74842 | |
| 6 | 66602 | |
| 4 | 62827 | 9.6% |
| 7 | 57441 | 8.8% |
| 3 | 48738 | 7.4% |
| 2 | 46570 | 7.1% |
| 8 | 45557 | 7.0% |
| 11 | 33180 | 5.1% |
| 9 | 32286 | 4.9% |
| 10 | 26465 | 4.0% |
| Other values (30) | 160801 |
| Value | Count | Frequency (%) |
| 0 | 2178 | 0.3% |
| 1 | 21678 | 3.3% |
| 2 | 46570 | |
| 3 | 48738 | |
| 4 | 62827 | |
| 5 | 74842 | |
| 6 | 66602 | |
| 7 | 57441 | |
| 8 | 45557 | |
| 9 | 32286 |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 38 | 2 | < 0.1% |
| 37 | 6 | < 0.1% |
| 36 | 8 | < 0.1% |
| 35 | 20 | < 0.1% |
| 34 | 29 | < 0.1% |
| 33 | 34 | < 0.1% |
| 32 | 66 | |
| 31 | 100 | |
| 30 | 128 |
email_is_free
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 341237 | |
| 0.0 | 314072 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 341237 | |
| 0.0 | 314072 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 969381 | |
| . | 655309 | |
| 1 | 341237 | 17.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 969381 | |
| 1 | 341237 | 26.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 969381 | |
| . | 655309 | |
| 1 | 341237 | 17.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 969381 | |
| . | 655309 | |
| 1 | 341237 | 17.4% |
device_distinct_emails_8w
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 1.0 | |
|---|---|
| 2.0 | 16958 |
| 0.0 | 2528 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 635823 | |
| 2.0 | 16958 | 2.6% |
| 0.0 | 2528 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 635823 | |
| 2.0 | 16958 | 2.6% |
| 0.0 | 2528 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 657837 | |
| . | 655309 | |
| 1 | 635823 | |
| 2 | 16958 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 657837 | |
| 1 | 635823 | |
| 2 | 16958 | 1.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 657837 | |
| . | 655309 | |
| 1 | 635823 | |
| 2 | 16958 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 657837 | |
| . | 655309 | |
| 1 | 635823 | |
| 2 | 16958 | 0.9% |
phone_home_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 336915 | |
| 0.0 | 318394 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 336915 | |
| 0.0 | 318394 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 973703 | |
| . | 655309 | |
| 1 | 336915 | 17.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 973703 | |
| 1 | 336915 | 25.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 973703 | |
| . | 655309 | |
| 1 | 336915 | 17.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 973703 | |
| . | 655309 | |
| 1 | 336915 | 17.1% |
phone_mobile_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1965927 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 565342 | |
| 0.0 | 89967 | 13.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 565342 | |
| 0.0 | 89967 | 13.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 745276 | |
| . | 655309 | |
| 1 | 565342 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1310618 | |
| Other Punctuation | 655309 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 745276 | |
| 1 | 565342 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 655309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1965927 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 745276 | |
| . | 655309 | |
| 1 | 565342 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1965927 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 745276 | |
| . | 655309 | |
| 1 | 565342 |
segmentacion_etaria
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 MiB |
| Adulto | |
|---|---|
| Adulto-Joven | |
| Persona Mayor | |
| Joven | 7981 |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 7.7483355 |
| Min length | 5 |
Characters and Unicode
| Total characters | 5077554 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Adulto |
|---|---|
| 2nd row | Adulto |
| 3rd row | Adulto |
| 4th row | Persona Mayor |
| 5th row | Adulto |
Common Values
| Value | Count | Frequency (%) |
| Adulto | 469031 | |
| Adulto-Joven | 94398 | 14.4% |
| Persona Mayor | 83899 | 12.8% |
| Joven | 7981 | 1.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| adulto | 469031 | |
| adulto-joven | 94398 | 12.8% |
| persona | 83899 | 11.3% |
| mayor | 83899 | 11.3% |
| joven | 7981 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 833606 | |
| A | 563429 | |
| d | 563429 | |
| u | 563429 | |
| l | 563429 | |
| t | 563429 | |
| n | 186278 | 3.7% |
| e | 186278 | 3.7% |
| r | 167798 | 3.3% |
| a | 167798 | 3.3% |
| Other values (8) | 718651 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4065651 | |
| Uppercase Letter | 833606 | 16.4% |
| Dash Punctuation | 94398 | 1.9% |
| Space Separator | 83899 | 1.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 833606 | |
| d | 563429 | |
| u | 563429 | |
| l | 563429 | |
| t | 563429 | |
| n | 186278 | 4.6% |
| e | 186278 | 4.6% |
| r | 167798 | 4.1% |
| a | 167798 | 4.1% |
| v | 102379 | 2.5% |
| Other values (2) | 167798 | 4.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 563429 | |
| J | 102379 | 12.3% |
| P | 83899 | 10.1% |
| M | 83899 | 10.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 94398 |
Space Separator
| Value | Count | Frequency (%) |
| 83899 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4899257 | |
| Common | 178297 | 3.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 833606 | |
| A | 563429 | |
| d | 563429 | |
| u | 563429 | |
| l | 563429 | |
| t | 563429 | |
| n | 186278 | 3.8% |
| e | 186278 | 3.8% |
| r | 167798 | 3.4% |
| a | 167798 | 3.4% |
| Other values (6) | 540354 |
Common
| Value | Count | Frequency (%) |
| - | 94398 | |
| 83899 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5077554 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 833606 | |
| A | 563429 | |
| d | 563429 | |
| u | 563429 | |
| l | 563429 | |
| t | 563429 | |
| n | 186278 | 3.7% |
| e | 186278 | 3.7% |
| r | 167798 | 3.3% |
| a | 167798 | 3.3% |
| Other values (8) | 718651 |
| id | income | current_address_months_count | customer_age | days_since_request | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | credit_risk_score | bank_months_count | proposed_credit_limit | session_length_in_minutes | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | fraud_bool | payment_type | employment_status | housing_status | has_other_cards | foreign_request | source | device_os | keep_alive_session | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.000 | -0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.000 | -0.000 | -0.000 | 0.000 | 0.001 | 0.000 | -0.000 | 0.001 | -0.002 | 0.002 | -0.001 | -0.001 | 0.002 | 0.000 | 0.002 | 0.002 | 0.003 | 0.000 | 0.003 | 0.001 | 0.001 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 |
| income | 0.000 | 1.000 | -0.025 | 0.076 | -0.023 | -0.073 | -0.099 | -0.111 | -0.115 | -0.007 | 0.180 | -0.033 | 0.135 | -0.083 | 0.124 | 0.003 | 0.001 | -0.028 | -0.027 | 0.045 | 0.029 | 0.062 | 0.084 | 0.087 | 0.012 | 0.008 | 0.039 | 0.041 | 0.024 | 0.018 | 0.009 | 0.040 | 0.074 |
| current_address_months_count | -0.001 | -0.025 | 1.000 | 0.223 | -0.005 | 0.054 | 0.027 | 0.015 | 0.029 | 0.026 | 0.126 | 0.058 | 0.153 | -0.033 | -0.027 | -0.000 | -0.001 | 0.047 | -0.225 | 0.043 | 0.050 | 0.062 | 0.178 | 0.071 | 0.024 | 0.011 | 0.051 | 0.056 | 0.091 | 0.017 | 0.136 | 0.107 | 0.106 |
| customer_age | 0.001 | 0.076 | 0.223 | 1.000 | 0.044 | -0.027 | -0.003 | 0.002 | -0.008 | 0.066 | 0.139 | 0.032 | 0.123 | 0.057 | 0.014 | -0.006 | -0.005 | -0.045 | -0.552 | 0.030 | 0.052 | 0.166 | 0.179 | 0.118 | 0.013 | 0.024 | 0.092 | 0.062 | 0.039 | 0.040 | 0.249 | 0.172 | 1.000 |
| days_since_request | 0.001 | -0.023 | -0.005 | 0.044 | 1.000 | -0.042 | 0.060 | 0.043 | 0.018 | 0.024 | -0.083 | -0.013 | -0.069 | 0.052 | -0.019 | -0.001 | -0.001 | -0.033 | -0.064 | 0.004 | 0.076 | 0.014 | 0.028 | 0.042 | 0.000 | 0.014 | 0.016 | 0.003 | 0.015 | 0.010 | 0.045 | 0.016 | 0.019 |
| zip_count_4w | 0.001 | -0.073 | 0.054 | -0.027 | -0.042 | 1.000 | 0.126 | 0.196 | 0.266 | 0.011 | -0.092 | 0.072 | -0.023 | 0.041 | -0.265 | -0.001 | 0.003 | 0.015 | 0.098 | 0.012 | 0.054 | 0.036 | 0.036 | 0.056 | 0.025 | 0.012 | 0.021 | 0.042 | 0.028 | 0.020 | 0.086 | 0.035 | 0.049 |
| velocity_6h | 0.001 | -0.099 | 0.027 | -0.003 | 0.060 | 0.126 | 1.000 | 0.459 | 0.387 | 0.017 | -0.148 | 0.011 | -0.058 | 0.063 | -0.398 | -0.000 | 0.002 | 0.019 | 0.070 | 0.013 | 0.061 | 0.037 | 0.042 | 0.044 | 0.009 | 0.012 | 0.040 | 0.036 | 0.043 | 0.033 | 0.052 | 0.033 | 0.035 |
| velocity_24h | 0.000 | -0.111 | 0.015 | 0.002 | 0.043 | 0.196 | 0.459 | 1.000 | 0.531 | 0.040 | -0.148 | 0.003 | -0.016 | 0.086 | -0.542 | -0.000 | 0.001 | 0.024 | 0.099 | 0.010 | 0.058 | 0.040 | 0.039 | 0.058 | 0.023 | 0.013 | 0.028 | 0.052 | 0.051 | 0.043 | 0.056 | 0.040 | 0.033 |
| velocity_4w | -0.000 | -0.115 | 0.029 | -0.008 | 0.018 | 0.266 | 0.387 | 0.531 | 1.000 | 0.046 | -0.169 | 0.021 | 0.015 | 0.106 | -0.835 | -0.001 | -0.000 | 0.047 | 0.153 | 0.019 | 0.061 | 0.045 | 0.060 | 0.083 | 0.034 | 0.019 | 0.050 | 0.105 | 0.052 | 0.060 | 0.093 | 0.074 | 0.029 |
| bank_branch_count_8w | -0.000 | -0.007 | 0.026 | 0.066 | 0.024 | 0.011 | 0.017 | 0.040 | 0.046 | 1.000 | -0.043 | 0.017 | -0.026 | 0.015 | -0.051 | -0.001 | -0.001 | -0.016 | -0.033 | 0.017 | 0.080 | 0.023 | 0.036 | 0.061 | 0.009 | 0.011 | 0.031 | 0.015 | 0.013 | 0.011 | 0.070 | 0.035 | 0.046 |
| credit_risk_score | 0.000 | 0.180 | 0.126 | 0.139 | -0.083 | -0.092 | -0.148 | -0.148 | -0.169 | -0.043 | 1.000 | -0.075 | 0.653 | -0.036 | 0.164 | 0.005 | 0.004 | 0.066 | -0.110 | 0.069 | 0.050 | 0.062 | 0.141 | 0.136 | 0.014 | 0.017 | 0.066 | 0.039 | 0.032 | 0.042 | 0.022 | 0.035 | 0.084 |
| bank_months_count | 0.001 | -0.033 | 0.058 | 0.032 | -0.013 | 0.072 | 0.011 | 0.003 | 0.021 | 0.017 | -0.075 | 1.000 | -0.062 | 0.046 | -0.012 | -0.001 | 0.003 | -0.007 | -0.035 | 0.032 | 0.075 | 0.065 | 0.045 | 0.053 | 0.021 | 0.014 | 0.040 | 0.045 | 0.025 | 0.024 | 0.067 | 0.047 | 0.060 |
| proposed_credit_limit | 0.000 | 0.135 | 0.153 | 0.123 | -0.069 | -0.023 | -0.058 | -0.016 | 0.015 | -0.026 | 0.653 | -0.062 | 1.000 | 0.004 | -0.021 | 0.003 | 0.002 | 0.087 | -0.048 | 0.081 | 0.051 | 0.067 | 0.160 | 0.123 | 0.026 | 0.014 | 0.060 | 0.060 | 0.043 | 0.031 | 0.049 | 0.030 | 0.076 |
| session_length_in_minutes | -0.000 | -0.083 | -0.033 | 0.057 | 0.052 | 0.041 | 0.063 | 0.086 | 0.106 | 0.015 | -0.036 | 0.046 | 0.004 | 1.000 | -0.097 | 0.000 | -0.001 | 0.023 | -0.057 | 0.013 | 0.030 | 0.032 | 0.029 | 0.118 | 0.010 | 0.029 | 0.031 | 0.056 | 0.043 | 0.055 | 0.038 | 0.017 | 0.027 |
| month | 0.001 | 0.124 | -0.027 | 0.014 | -0.019 | -0.265 | -0.398 | -0.542 | -0.835 | -0.051 | 0.164 | -0.012 | -0.021 | -0.097 | 1.000 | -0.000 | -0.001 | -0.035 | -0.164 | 0.020 | 0.068 | 0.046 | 0.063 | 0.087 | 0.030 | 0.019 | 0.054 | 0.119 | 0.066 | 0.060 | 0.100 | 0.079 | 0.031 |
| x1 | -0.002 | 0.003 | -0.000 | -0.006 | -0.001 | -0.001 | -0.000 | -0.000 | -0.001 | -0.001 | 0.005 | -0.001 | 0.003 | 0.000 | -0.000 | 1.000 | 0.012 | -0.004 | 0.001 | 0.262 | 0.006 | 0.003 | 0.008 | 0.012 | 0.002 | 0.000 | 0.007 | 0.011 | 0.007 | 0.003 | 0.015 | 0.004 | 0.006 |
| x2 | 0.002 | 0.001 | -0.001 | -0.005 | -0.001 | 0.003 | 0.002 | 0.001 | -0.000 | -0.001 | 0.004 | 0.003 | 0.002 | -0.001 | -0.001 | 0.012 | 1.000 | -0.002 | 0.002 | 0.264 | 0.003 | 0.004 | 0.007 | 0.011 | 0.005 | 0.000 | 0.006 | 0.010 | 0.007 | 0.004 | 0.015 | 0.002 | 0.006 |
| name_email_similarity | -0.001 | -0.028 | 0.047 | -0.045 | -0.033 | 0.015 | 0.019 | 0.024 | 0.047 | -0.016 | 0.066 | -0.007 | 0.087 | 0.023 | -0.035 | -0.004 | -0.002 | 1.000 | 0.042 | 0.039 | 0.042 | 0.043 | 0.045 | 0.038 | 0.023 | 0.012 | 0.045 | 0.044 | 0.076 | 0.024 | 0.027 | 0.046 | 0.046 |
| date_of_birth_distinct_emails_4w | -0.001 | -0.027 | -0.225 | -0.552 | -0.064 | 0.098 | 0.070 | 0.099 | 0.153 | -0.033 | -0.110 | -0.035 | -0.048 | -0.057 | -0.164 | 0.001 | 0.002 | 0.042 | 1.000 | 0.029 | 0.073 | 0.148 | 0.097 | 0.058 | 0.032 | 0.023 | 0.055 | 0.056 | 0.051 | 0.042 | 0.215 | 0.137 | 0.253 |
| fraud_bool | 0.002 | 0.045 | 0.043 | 0.030 | 0.004 | 0.012 | 0.013 | 0.010 | 0.019 | 0.017 | 0.069 | 0.032 | 0.081 | 0.013 | 0.020 | 0.262 | 0.264 | 0.039 | 0.029 | 1.000 | 0.031 | 0.029 | 0.085 | 0.037 | 0.017 | 0.000 | 0.064 | 0.041 | 0.025 | 0.035 | 0.042 | 0.005 | 0.024 |
| payment_type | 0.000 | 0.029 | 0.050 | 0.052 | 0.076 | 0.054 | 0.061 | 0.058 | 0.061 | 0.080 | 0.050 | 0.075 | 0.051 | 0.030 | 0.068 | 0.006 | 0.003 | 0.042 | 0.073 | 0.031 | 1.000 | 0.056 | 0.110 | 0.163 | 0.023 | 0.017 | 0.070 | 0.034 | 0.034 | 0.030 | 0.058 | 0.072 | 0.045 |
| employment_status | 0.002 | 0.062 | 0.062 | 0.166 | 0.014 | 0.036 | 0.037 | 0.040 | 0.045 | 0.023 | 0.062 | 0.065 | 0.067 | 0.032 | 0.046 | 0.003 | 0.004 | 0.043 | 0.148 | 0.029 | 0.056 | 1.000 | 0.112 | 0.039 | 0.024 | 0.030 | 0.062 | 0.069 | 0.015 | 0.050 | 0.168 | 0.175 | 0.218 |
| housing_status | 0.002 | 0.084 | 0.178 | 0.179 | 0.028 | 0.036 | 0.042 | 0.039 | 0.060 | 0.036 | 0.141 | 0.045 | 0.160 | 0.029 | 0.063 | 0.008 | 0.007 | 0.045 | 0.097 | 0.085 | 0.110 | 0.112 | 1.000 | 0.075 | 0.027 | 0.018 | 0.076 | 0.058 | 0.088 | 0.029 | 0.119 | 0.093 | 0.234 |
| has_other_cards | 0.003 | 0.087 | 0.071 | 0.118 | 0.042 | 0.056 | 0.044 | 0.058 | 0.083 | 0.061 | 0.136 | 0.053 | 0.123 | 0.118 | 0.087 | 0.012 | 0.011 | 0.038 | 0.058 | 0.037 | 0.163 | 0.039 | 0.075 | 1.000 | 0.006 | 0.013 | 0.049 | 0.087 | 0.032 | 0.031 | 0.099 | 0.021 | 0.112 |
| foreign_request | 0.000 | 0.012 | 0.024 | 0.013 | 0.000 | 0.025 | 0.009 | 0.023 | 0.034 | 0.009 | 0.014 | 0.021 | 0.026 | 0.010 | 0.030 | 0.002 | 0.005 | 0.023 | 0.032 | 0.017 | 0.023 | 0.024 | 0.027 | 0.006 | 1.000 | 0.003 | 0.055 | 0.015 | 0.030 | 0.004 | 0.010 | 0.009 | 0.007 |
| source | 0.003 | 0.008 | 0.011 | 0.024 | 0.014 | 0.012 | 0.012 | 0.013 | 0.019 | 0.011 | 0.017 | 0.014 | 0.014 | 0.029 | 0.019 | 0.000 | 0.000 | 0.012 | 0.023 | 0.000 | 0.017 | 0.030 | 0.018 | 0.013 | 0.003 | 1.000 | 0.058 | 0.062 | 0.000 | 0.316 | 0.009 | 0.018 | 0.022 |
| device_os | 0.001 | 0.039 | 0.051 | 0.092 | 0.016 | 0.021 | 0.040 | 0.028 | 0.050 | 0.031 | 0.066 | 0.040 | 0.060 | 0.031 | 0.054 | 0.007 | 0.006 | 0.045 | 0.055 | 0.064 | 0.070 | 0.062 | 0.076 | 0.049 | 0.055 | 0.058 | 1.000 | 0.070 | 0.150 | 0.036 | 0.076 | 0.093 | 0.073 |
| keep_alive_session | 0.001 | 0.041 | 0.056 | 0.062 | 0.003 | 0.042 | 0.036 | 0.052 | 0.105 | 0.015 | 0.039 | 0.045 | 0.060 | 0.056 | 0.119 | 0.011 | 0.010 | 0.044 | 0.056 | 0.041 | 0.034 | 0.069 | 0.058 | 0.087 | 0.015 | 0.062 | 0.070 | 1.000 | 0.030 | 0.100 | 0.044 | 0.024 | 0.045 |
| email_is_free | 0.000 | 0.024 | 0.091 | 0.039 | 0.015 | 0.028 | 0.043 | 0.051 | 0.052 | 0.013 | 0.032 | 0.025 | 0.043 | 0.043 | 0.066 | 0.007 | 0.007 | 0.076 | 0.051 | 0.025 | 0.034 | 0.015 | 0.088 | 0.032 | 0.030 | 0.000 | 0.150 | 0.030 | 1.000 | 0.007 | 0.013 | 0.034 | 0.028 |
| device_distinct_emails_8w | 0.000 | 0.018 | 0.017 | 0.040 | 0.010 | 0.020 | 0.033 | 0.043 | 0.060 | 0.011 | 0.042 | 0.024 | 0.031 | 0.055 | 0.060 | 0.003 | 0.004 | 0.024 | 0.042 | 0.035 | 0.030 | 0.050 | 0.029 | 0.031 | 0.004 | 0.316 | 0.036 | 0.100 | 0.007 | 1.000 | 0.012 | 0.064 | 0.030 |
| phone_home_valid | 0.002 | 0.009 | 0.136 | 0.249 | 0.045 | 0.086 | 0.052 | 0.056 | 0.093 | 0.070 | 0.022 | 0.067 | 0.049 | 0.038 | 0.100 | 0.015 | 0.015 | 0.027 | 0.215 | 0.042 | 0.058 | 0.168 | 0.119 | 0.099 | 0.010 | 0.009 | 0.076 | 0.044 | 0.013 | 0.012 | 1.000 | 0.273 | 0.198 |
| phone_mobile_valid | 0.000 | 0.040 | 0.107 | 0.172 | 0.016 | 0.035 | 0.033 | 0.040 | 0.074 | 0.035 | 0.035 | 0.047 | 0.030 | 0.017 | 0.079 | 0.004 | 0.002 | 0.046 | 0.137 | 0.005 | 0.072 | 0.175 | 0.093 | 0.021 | 0.009 | 0.018 | 0.093 | 0.024 | 0.034 | 0.064 | 0.273 | 1.000 | 0.143 |
| segmentacion_etaria | 0.000 | 0.074 | 0.106 | 1.000 | 0.019 | 0.049 | 0.035 | 0.033 | 0.029 | 0.046 | 0.084 | 0.060 | 0.076 | 0.027 | 0.031 | 0.006 | 0.006 | 0.046 | 0.253 | 0.024 | 0.045 | 0.218 | 0.234 | 0.112 | 0.007 | 0.022 | 0.073 | 0.045 | 0.028 | 0.030 | 0.198 | 0.143 | 1.000 |
| id | fraud_bool | income | current_address_months_count | customer_age | days_since_request | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | employment_status | credit_risk_score | housing_status | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 149585 | 0.0 | 0.8 | 140.0 | 50.0 | 0.015659 | AA | 1269.0 | 2844.260015 | 2789.827355 | 3141.137362 | 1605.0 | CF | 105.0 | BA | 9.0 | 1.0 | 200.0 | 0.0 | INTERNET | 4.654872 | linux | 1.0 | 7.0 | 0.009336 | -2.096682 | 0.113208 | 4.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 4 | 64486 | 0.0 | 0.9 | 171.0 | 50.0 | 0.001409 | AB | 4430.0 | 5854.065790 | 4210.039095 | 5313.233943 | 17.0 | CC | 208.0 | BA | 1.0 | 1.0 | 1500.0 | 0.0 | INTERNET | 3.720953 | linux | 1.0 | 1.0 | 2.229616 | -0.005823 | 0.792797 | 4.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 5 | 825283 | 0.0 | 0.5 | 85.0 | 30.0 | 0.027292 | AB | 1698.0 | 7938.525709 | 4963.194619 | 5070.085151 | 872.0 | CA | 138.0 | BE | 3.0 | 0.0 | 200.0 | 0.0 | INTERNET | 2.912670 | windows | 1.0 | 3.0 | -0.193945 | 0.861207 | 0.865082 | 10.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 9 | 891636 | 0.0 | 0.6 | 137.0 | 60.0 | 0.046158 | AA | 1512.0 | 7669.494145 | 4251.257682 | 5721.121146 | 271.0 | CC | 33.0 | BB | 28.0 | 0.0 | 200.0 | 0.0 | INTERNET | 20.889553 | linux | 0.0 | 2.0 | 2.192960 | 0.484068 | 0.383238 | 2.0 | 1.0 | 1.0 | 1.0 | 1.0 | Persona Mayor |
| 11 | 395034 | 0.0 | 0.4 | 156.0 | 40.0 | 0.032288 | AA | 941.0 | 6073.856953 | 3653.085358 | 4280.497941 | 1322.0 | CA | 91.0 | BA | 28.0 | 0.0 | 200.0 | 0.0 | INTERNET | 8.056782 | linux | 0.0 | 6.0 | -0.647299 | -0.319544 | 0.903835 | 5.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 12 | 350324 | 0.0 | 0.3 | 61.0 | 50.0 | 0.010861 | AB | 2618.0 | 5697.332965 | 3573.092503 | 4329.133052 | 41.0 | CB | 65.0 | BA | 25.0 | 0.0 | 200.0 | 0.0 | INTERNET | 8.540440 | windows | 1.0 | 4.0 | 0.337705 | -1.634093 | 0.028284 | 8.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 13 | 852733 | 0.0 | 0.1 | 109.0 | 30.0 | 23.613744 | AB | 925.0 | 5709.427529 | 3101.407527 | 4913.060829 | 12.0 | CB | 167.0 | BB | 31.0 | 0.0 | 200.0 | 0.0 | INTERNET | 5.278296 | other | 1.0 | 3.0 | 1.039810 | -1.891728 | 0.329843 | 15.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 15 | 214541 | 0.0 | 0.6 | 171.0 | 20.0 | 0.011327 | AB | 470.0 | 2627.248329 | 2989.180440 | 3119.994880 | 13.0 | CA | 117.0 | BE | 1.0 | 0.0 | 200.0 | 0.0 | INTERNET | 1.304664 | linux | 1.0 | 7.0 | -0.497989 | -0.050975 | 0.902987 | 4.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto-Joven |
| 19 | 158070 | 0.0 | 0.2 | 47.0 | 20.0 | 0.025274 | AB | 941.0 | 6622.546067 | 5532.875061 | 4190.394540 | 36.0 | CA | 61.0 | BB | 9.0 | 1.0 | 200.0 | 0.0 | INTERNET | 1.980974 | other | 1.0 | 5.0 | -1.190795 | -0.708502 | 0.303260 | 15.0 | 1.0 | 1.0 | 1.0 | 0.0 | Adulto-Joven |
| 21 | 434993 | 0.0 | 0.9 | 49.0 | 40.0 | 0.004121 | AB | 546.0 | 1539.974442 | 4678.244762 | 4312.134923 | 30.0 | CA | 207.0 | BB | 30.0 | 0.0 | 200.0 | 0.0 | INTERNET | 5.099331 | other | 1.0 | 6.0 | -0.207501 | 0.771862 | 0.179135 | 2.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| id | fraud_bool | income | current_address_months_count | customer_age | days_since_request | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | employment_status | credit_risk_score | housing_status | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1137181 | 31889 | 0.0 | 0.7 | 358.0 | 60.0 | 0.019061 | AD | 1091.0 | 3767.216712 | 2652.760107 | 4382.079480 | 0.0 | CB | 97.0 | BA | 10.0 | 1.0 | 1000.0 | 0.0 | INTERNET | 3.833117 | linux | 1.0 | 5.0 | 0.752118 | 0.018495 | 0.132732 | 5.0 | 0.0 | 1.0 | 1.0 | 1.0 | Persona Mayor |
| 1137182 | 12058 | 0.0 | 0.4 | 19.0 | 60.0 | 0.040269 | AB | 1208.0 | 8593.114723 | 4745.957977 | 4209.385693 | 5.0 | CA | 107.0 | BB | 26.0 | 1.0 | 200.0 | 0.0 | INTERNET | 3.724164 | windows | 0.0 | 5.0 | -1.498585 | -1.009396 | 0.631882 | 6.0 | 0.0 | 1.0 | 1.0 | 0.0 | Persona Mayor |
| 1137183 | 115671 | 0.0 | 0.9 | 194.0 | 30.0 | 0.030739 | AD | 2327.0 | 1248.404855 | 3606.674465 | 4102.116983 | 0.0 | CA | 41.0 | BE | 30.0 | 0.0 | 200.0 | 0.0 | INTERNET | 5.903499 | windows | 0.0 | 5.0 | -1.366298 | 1.097645 | 0.505530 | 11.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137185 | 837269 | 0.0 | 0.8 | 148.0 | 50.0 | 0.010308 | AB | 842.0 | 6852.762884 | 4840.839864 | 4437.812460 | 39.0 | CF | 138.0 | BA | 20.0 | 0.0 | 200.0 | 0.0 | INTERNET | 3.383891 | windows | 1.0 | 5.0 | -0.337247 | 0.105599 | 0.535256 | 4.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137186 | 617436 | 0.0 | 0.8 | 11.0 | 30.0 | 0.009451 | AB | 2816.0 | 7044.320748 | 6149.501166 | 6350.143470 | 9.0 | CA | 85.0 | BC | 1.0 | 0.0 | 200.0 | 0.0 | INTERNET | 4.413203 | linux | 1.0 | 0.0 | 0.556321 | 0.884273 | 0.229976 | 9.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137187 | 707063 | 0.0 | 0.1 | 260.0 | 60.0 | 0.026023 | AB | 1795.0 | 2647.065369 | 3186.017723 | 4295.311579 | 2.0 | CA | 185.0 | BE | 20.0 | 0.0 | 1000.0 | 0.0 | INTERNET | 5.780150 | windows | 0.0 | 5.0 | 0.397897 | -0.103541 | 0.870118 | 3.0 | 1.0 | 1.0 | 0.0 | 0.0 | Persona Mayor |
| 1137188 | 784606 | 0.0 | 0.5 | 30.0 | 50.0 | 0.052916 | AB | 1039.0 | 13107.181512 | 7959.597243 | 5463.132193 | 5.0 | CE | 177.0 | BB | 25.0 | 1.0 | 200.0 | 0.0 | INTERNET | 3.359270 | macintosh | 1.0 | 1.0 | 1.713050 | -1.911669 | 0.094715 | 5.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 1137189 | 216375 | 0.0 | 0.8 | 0.0 | 30.0 | 0.005857 | AB | 918.0 | 1804.378187 | 3607.587517 | 4955.993979 | 10.0 | CA | 215.0 | BC | 28.0 | 1.0 | 1500.0 | 0.0 | INTERNET | 4.821661 | windows | 0.0 | 3.0 | -0.727536 | -1.540993 | 0.437026 | 13.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137190 | 41856 | 0.0 | 0.7 | 18.0 | 30.0 | 1.426644 | AA | 1188.0 | 4609.874071 | 6271.051081 | 4860.118621 | 9.0 | CA | 122.0 | BC | 15.0 | 0.0 | 200.0 | 0.0 | INTERNET | 2.899507 | other | 1.0 | 3.0 | 1.642429 | -0.026783 | 0.449010 | 15.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 1137191 | 988191 | 0.0 | 0.9 | 56.0 | 30.0 | 0.006165 | AD | 1922.0 | 2608.615031 | 4771.499695 | 4950.832611 | 42.0 | CA | 100.0 | BC | 5.0 | 1.0 | 200.0 | 0.0 | INTERNET | 3.843607 | linux | 0.0 | 4.0 | -1.662247 | 1.576214 | 0.769959 | 10.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |